ASILO Robustness — Summary
Final-round snapshot (mean ± 95% CI)
| block |
label |
method |
round |
f1_mean |
f1_std |
ci_low |
ci_high |
bytes_cum_mean |
| heterogeneous |
fast25 |
ASILO |
49 |
0.8816 |
0.0110 |
0.8748 |
0.8884 |
13321692.8000 |
| heterogeneous |
fast25 |
DFedSAM |
49 |
0.8830 |
0.0107 |
0.8764 |
0.8897 |
19890000.0000 |
| heterogeneous |
fast25 |
DeceFL |
49 |
0.8895 |
0.0137 |
0.8810 |
0.8981 |
79560000.0000 |
| heterogeneous |
fast25 |
FedAvg |
49 |
0.8913 |
0.0126 |
0.8835 |
0.8991 |
19890000.0000 |
| heterogeneous |
fast50 |
ASILO |
49 |
0.8867 |
0.0141 |
0.8780 |
0.8954 |
13271335.9000 |
| heterogeneous |
fast50 |
DFedSAM |
49 |
0.8904 |
0.0103 |
0.8840 |
0.8968 |
19890000.0000 |
| heterogeneous |
fast50 |
DeceFL |
49 |
0.8881 |
0.0119 |
0.8807 |
0.8954 |
79560000.0000 |
| heterogeneous |
fast50 |
FedAvg |
49 |
0.8886 |
0.0105 |
0.8821 |
0.8952 |
19890000.0000 |
| homogeneous |
homogeneous |
ASILO |
49 |
0.8937 |
0.0118 |
0.8864 |
0.9010 |
14008263.5000 |
| homogeneous |
homogeneous |
DFedSAM |
49 |
0.8939 |
0.0130 |
0.8859 |
0.9020 |
19890000.0000 |
| homogeneous |
homogeneous |
DeceFL |
49 |
0.8822 |
0.0158 |
0.8724 |
0.8920 |
79560000.0000 |
| homogeneous |
homogeneous |
FedAvg |
49 |
0.8857 |
0.0084 |
0.8804 |
0.8909 |
19890000.0000 |
f1_mean_ci_timeseries_ASILO

f1_mean_ci_timeseries_FedAvg

f1_mean_ci_timeseries_DeceFL

f1_mean_ci_timeseries_DFedSAM

f1_asilo_vs_bases_homogeneous

f1_asilo_vs_bases_fast50

f1_asilo_vs_bases_fast25

F1 across rounds

F1 vs Normalized Communication

Pheromone decay

boxplot f1 heterogeneous heterogeneous-fast25 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast25 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast25 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast25 FedAvg.png

boxplot f1 heterogeneous heterogeneous-fast50 ASILO.png

boxplot f1 heterogeneous heterogeneous-fast50 DeceFL.png

boxplot f1 heterogeneous heterogeneous-fast50 DFedSAM.png

boxplot f1 heterogeneous heterogeneous-fast50 FedAvg.png

boxplot f1 homogeneous homogeneous ASILO.png

boxplot f1 homogeneous homogeneous DeceFL.png

boxplot f1 homogeneous homogeneous DFedSAM.png

boxplot f1 homogeneous homogeneous FedAvg.png